原文:Generating Adversarial Examples with Adversarial Networks

Generating Adversarial Examples with Adversarial Networks : : Paper:IJCAI Code:https: github.com mathcbc advGAN pytorch . Background and Motivation: 為了更加高效的生成對抗樣本,本文提出: . 一個前向網絡來生成干擾,從而得到多樣性的對抗樣本 . 一個 ...

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論文閱讀 | Generating Fluent Adversarial Examples for Natural Languages

Generating Fluent Adversarial Examples for Natural Languages ACL 2019 為自然語言生成流暢的對抗樣本 摘要 有效地構建自然語言處理(NLP)任務的對抗性攻擊者是一個真正的挑戰。首先,由於句子空間是離散的。沿梯度方向 ...

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Adversarial Examples Improve Image Recognition

Xie C, Tan M, Gong B, et al. Adversarial Examples Improve Image Recognition.[J]. arXiv: Computer Vision and Pattern Recognition, 2019. @article ...

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ICLR2015_Explaining and Harnessing Adversarial Examples

Author 一作: Ian Goodfellow 三作: Christian Szegedy Abstract 之前認為對抗樣本對模型的欺騙性是因為模型的高度非線性和過擬合,本文證明了模型 ...

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